The first thought that filled John’s mind was that he was going to miss his daughter’s ballet recital. Then, the panic set in, a cold wave washing over him. He felt his heart begin to race, a frantic drumbeat against his ribs. He felt trapped, not just in the metal box, but in a prison of his own making.

He’d always hated enclosed spaces. He knew this, and yet, here he was. He fought to control his breathing, to take slow, deliberate breaths. He kept his back to the wall, trying not to touch anything.

The silence was deafening, broken only by his own shallow breaths. He wiped his palms on his trousers, leaving damp patches. The world outside, the bustling city, felt a million miles away.

Emotion: tormented

Cluster: Fear / Anxiety
PC1 (Valence): -3.33 Negative
PC2 (Disposition): -0.70

Role in Research

This story is one of 1,000 stories generated for the emotion tormented. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 tormented stories, after denoising with neutral dialogue baselines, produces the tormented emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the tormented vector is projected through the unembedding matrix.

Promoted:
无法0.406
😞0.399
每一次0.378
無法0.369
S0.353
Suppressed:
la-0.803
de-0.755
a-0.407
B-0.404
l-0.354